GEO网站优化工具包

Zero install — score any site against 8 AI-readiness categories

uvx --from geo-optimizer-skill geo audit --url https://yoursite.com ```

It scores your site against 47 research-backed methods (Princeton KDD 2024, AutoGEO ICLR 2026) and generates the exact fixes — robots.txt bot rules, llms.txt, JSON-LD schema, and the content patterns models quote.

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CI/CD Integration — fail the build when AI-readiness drops

Treat AI visibility like test coverage: gate every deploy on it. The GitHub Action scores your site, fails the build below a threshold, and uploads results to the Security tab.

```yaml

Quick Start

pip install geo-optimizer-skill

No install? One-shot audit with uv:

uvx --from geo-optimizer-skill geo audit --url https://yoursite.com

```bash

BYO API key — PERPLEXITY_API_KEY recommended (real web citations)

geo citations --brand "YourBrand" --domain yoursite.com --topic "your product category"

Python API

from geo_optimizer import audit

result = audit("https://example.com")
print(result.score)                      # 85
print(result.band)                       # "good"
print(result.citability.total_score)     # 72
print(result.score_breakdown)            # {"robots": 18, "llms": 14, ...}
print(result.recommendations)            # ["Add FAQPage schema..."]

Async variant:

from geo_optimizer import audit_async
result = await audit_async("https://example.com")

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.github/workflows/geo.yml

- uses: Auriti-Labs/geo-optimizer-skill@v4.17.1 with: url: https://yoursite.com min-score: 70 # Fail the build if the GEO score drops below 70 format: sarif # Upload findings to the GitHub Security tab

Works with GitHub Actions, GitLab CI, Jenkins, CircleCI, and any CI that runs Python. For longitudinal checks, persist snapshots and **fail on regression or semantic drift**:

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Astro Integration

Make an Astro site GEO-ready at build time — generates llms.txt, /.well-known/ai.txt, and /ai/summary.json from your built routes (never overwrites hand-curated files):

// astro.config.mjs
import geoReady from 'astro-geoready';
export default defineConfig({
  site: 'https://yoursite.com',
  integrations: [geoReady({ siteName: 'Your Site' })],
});

See integrations/astro-geoready/ — geoready.dev itself builds with it.

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Plugin System

Extend the audit with custom checks via entry points:

[project.entry-points."geo_optimizer.checks"]
my_check = "mypackage:MyCheck"

See examples/example_plugin.py for a working example.

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Open-source vs GeoReady Platform

The CLI and web audit remain MIT-licensed and free. The GeoReady platform adds server-side continuity — monitoring, history, and team features — that a local CLI cannot provide on its own.

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Compare before/after versions of a page

geo diff --before https://yoursite.com/page-old --after https://yoursite.com/page-new

FAQ

What is Answer Engine Optimization (AEO)? AEO is the practice of structuring your website so AI answer engines — ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude — can find, understand, and cite it as the direct answer to a user's question. It is also called Generative Engine Optimization (GEO), AI SEO, LLM SEO, or AI Search Optimization. GEO Optimizer audits and scores your site for all of it.

How do I check if ChatGPT or Perplexity cites my website? Run geo citations --brand "Your Brand" --domain yoursite.com with a Perplexity or OpenAI API key. It asks the engine customer-style questions and reports whether your brand is mentioned, whether your domain is cited as a source, and which competitors are cited instead. No account needed for the free web version.

Is this an llms.txt generator and checker? Yes. geo llms generates an llms.txt from your sitemap, the audit scores its presence and depth, and the Astro integration creates one at build time. There's also a free online llms.txt generator.

Is it free and open source? Yes — MIT licensed, free forever via pip install geo-optimizer-skill or uvx. The hosted GeoReady platform adds continuous monitoring, score history, citation tracking, and team features on top of the same engine.

Which AI engines does it cover? ChatGPT (GPTBot, OAI-SearchBot), Perplexity (PerplexityBot), Claude (ClaudeBot, Claude-SearchBot), Google (Googlebot, Google-Extended, Gemini), plus 27 AI bots total and per-platform readiness profiles for ChatGPT, Perplexity, and Google AI Overviews.

How is it different from a traditional SEO tool? Traditional SEO tools optimize for Google rankings and backlinks. GEO Optimizer measures AI citation readiness — whether answer engines can crawl, parse, and quote your content — using signals (llms.txt, AI-bot access, schema richness, citability, topical authority) that classic SEO ignores.

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